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First note that you cannot run the server and GUI via separate processes on the same computer. It has to be either in-process or on separate servers.
Some memory increase is to be expected, as the python memory allocator does not always release unused memory to the OS. A doubling from initial state is pretty normal. This happened over a few days? At a constant pace or mostly at the beginning?
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